{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实验一：环境安装及多臂老虎机"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**姓名：** "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**学号：** "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验目的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 搭建起自己的强化学习算法学习开发环境，熟悉强化学习研究所需要的基本工具；\n",
    "* 通过求解简单的多臂老虎机问题来体验强化学习算法编写的基本过程；\n",
    "* 此外，在求解多臂老虎机问题的过程中更好地体会理解强化学习的探索与利用这一对重要的概念，通过实验设置来体会两者的平衡对问题求解的重要性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 所需环境"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Anaconda** [官方下载地址](https://www.anaconda.com/products/distribution#macos)</br>\n",
    "**python** version = 3.7 or 3.6 (于Annaconda环境内安装)</br>\n",
    "**mujoco** [github 安装地址](https://mujoco.org/)</br>\n",
    "**gym** [官方地址](https://www.gymlibrary.ml/)</br>\n",
    "**pytorch** [官方地址](https://pytorch.org/get-started/locally/) </br>\n",
    "**numpy**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 建议系统环境为 **MacOS** 或 **Linux**, **Windows** 系统下在运行某些环境时会产生不可预知的bug或错误"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Anaconda 简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anaconda 是可以便捷获取包且对包能够进行管理，同时对环境可以统一管理的发行版本。Anaconda包含了conda、Python在内的超过180个科学包及其依赖项。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Anaconda 的安装"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果安装的过程中遇到任何问题，建议动手百度搜索相关答案。</br>\n",
    "或遵循《Anaconda介绍、安装及使用教程》https://zhuanlan.zhihu.com/p/32925500"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Anaconda 的常用命令简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 创建虚拟环境 </br>\n",
    "conda create -n env_name（环境名称） python=3.7(对应的python版本号）\n",
    "2. 激活虚拟环境 </br>\n",
    "conda activate env_name（环境名称）\n",
    " \n",
    "3. 退出虚拟环境 </br>\n",
    "deactivate env_name（环境名称）\n",
    " \n",
    "4. 删除虚拟环境 </br>\n",
    "conda remove -n env_name(环境名称) --all\n",
    "\n",
    "5. 查看conda的信息 </br>\n",
    "conda info\n",
    "\n",
    "6. 删除虚拟环境 </br>\n",
    "python -V\n",
    "\n",
    "7. 更改conda下载源 </br>\n",
    "    **清华源：** </br>\n",
    "    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/msys2/ </br>\n",
    "    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/ </br>\n",
    "    conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/ </br>\n",
    "    conda config --set show_channel_urls yes </br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 IDE Jupyter notebook安装与运行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**使用Anaconda安装** </br>\n",
    "conda install jupyter notebook </br>\n",
    "\n",
    "**使用pip命令安装** </br>\n",
    "pip install jupyter </br>\n",
    "\n",
    "**默认端口启动**</br>\n",
    "jupyter notebook</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "执行命令之后，在终端中将会显示一系列notebook的服务器信息，同时浏览器将会自动启动Jupyter Notebook。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "启动过程中终端显示内容如下：</br>\n",
    "\n",
    "$ jupyter notebook </br>\n",
    "[I 08:58:24.417 NotebookApp] Serving notebooks from local directory: /Users/catherine </br>\n",
    "[I 08:58:24.417 NotebookApp] 0 active kernels </br>\n",
    "[I 08:58:24.417 NotebookApp] The Jupyter Notebook is running at: http://localhost:8888/ </br>\n",
    "[I 08:58:24.417 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation). </br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意：** 之后在Jupyter Notebook的所有操作，都请保持终端不要关闭，因为一旦关闭终端，就会断开与本地服务器的链接，你将无法在Jupyter Notebook中进行其他操作."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "浏览器地址栏中默认地将会显示：http://localhost:8888。 其中，“localhost”指的是本机，“8888”则是端口号。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当执行完启动命令之后，浏览器将会进入到Notebook的主页面，如下图所示。"
   ]
  },
  {
   "attachments": {
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6nR/kgSs7Ze2vRlI8YfyAnHzp6AzoMzTDd26cjeaqpXp8RWrv3CXP7vb1G6lVOfiZJ3PI36bkoj+/nceOaWcKZwAAAABgsaz6g5/lpMM3nWvJaTnhbydl3yfuyG+uSW686ORlMgpgkqzXYI3/avt5lad5Vl+cHNGMz/Jxkq0bLXh/tctW/FZ1VFROycyMz5gPpyQbzilolR9fmQ/emdOuOoPz6E1PZ722V+XsuQKASVJWr1WOOP64XHDv2fnzk6PS/Zjms9pf/3SarHZ2fnPWnABgktTb6ricevhduXnMqAyvTDqMeSp3PTQ9zQ47PSfuWPOk1Gp6QC66rGcePPym9Hz23Oww1+h+K6RDjjntwBojspU37Za99q2bAX+pmD0l8LhXHknvYjHnX3La7ADgrLo75dTLfp2bul1S86RUVqSY8fnXRx8nmTPqWq0Wh+fJEYcv1nkdP3RoZmy8fn5+/IHzjRjXrF3nJI9nRuXXSyrS5y+/z/vplj9ecODsAGCSlDfcJWeff0R+t9dts5dVzeifRy4cmHXbXpETj6n5XKFs1TnHdM9j/XN8h28OK37X/XtyMW0ad84RDz2R07rO+W58HXbsce6JuXG7Vxc5ol7156/l2lMuyJfHPJrf/GTJAnyfflI7Z1x59VcjLT6Q87ffLMN/93Ap6KnsAAAgAElEQVRu+2XHxX7eUfX5a+mxw6wA4G8XEgBMkrI0S6cdmqXm5FvTM/K5/hk94LIctW9y+0OXZptvPwM6AN9S2aKbAMD/xox/vpy/L+W2dVdpn+aZmSET30it2pum+aJfVpxPoVHDtF8pmT5iYkZ/tWzUu//JxKyQTi0bJfl62uBCKv89KW9/NqtNxegpGZik68bNFtjvT37aZXYAMEnK6rRKt1aFJFWZ+sWsaFsxo9PntS9Tq26jnH7ghjUu0gp118/+u66R8lTk0X7/SpJUTx2Rp98pZsUf/CBndJt7/LykbLX2OXLbuqmcPinPDvqGcRWrZ/1n3CdTaiwub9o5d1+7T+4+ZOkCgF/rutMWswOAyazjPm6f1VMrM/PQyx98tbRONumwWmplZp4c8K/ZbYuZklf+MS216jbKHpvXvPAspDwH/3Sr2QHAJCk0WT/dmhSS6VWZd1KLFVdfJ6ftNveUFOVZb6fNckzDQr54Z2zeXLxZMAAAAAAAFqjp7lfn5s02yJRpd+SX1/bKx9XLu6L/str1s1aSERMm/le677jzGelYGJxzt189G3XaJ7887/b8dfCoVFTWbFccOyyvDa7M1PKBeeiqa3LNPD+/e+zdNEny3qCh+TRJ8d+jMuitqqy6S8e0rJloSiENst8dw9P3+dOzRa1k+qihebFYTJcdaoYFv9a8617ZtlDIwA9G1Vi+ajpnw/UXPdLdqGHPZZXslXZt6sy3rm6HztmrrOZj/LW7HpCfrVWWu49qkfXabp9jzvhD/txnaD6tWOSuZlt39yvT5+2ROaVLIRVTpmTk4D554dE7ctWZv0jXQ86p0bY6wzLoqXFZPdul5YbzH89qHbbNTwtzlhc/Gp3B1dVZvXuXtF/Avut27pYDysszecioTFj8kr+Tup7+bN4d369GADCZE3ZcPYNy7xODFtFLRf5+5cm5YfgvcsUluy7wO/ZN1tj91Fx5xmk547f35d0P+uWCzh+l56+Oyo39F2+urYl5ImfvuXcu6D8zqzfdLl0XEgBMkiY5Ir979oW8UOOnX0YWJ2fIHw/OZy9dlsMPvj1jlvAYAFj2jAQIwHdCsXpcnvqofyoX3XQBVsjWa7ZJdXFY3pv6ZTZo0j5L875jIetn81YDc+/AKRn9WdK0/oS89d7MlNddM+2bfX0xO2fa4Dffm55tO62YYe9+mvLUT8dW8/+1Wkh51mgw/0V8klSnIh9/kqTJnNEEq+t+lkfuf3G+KRuK06elQZLRYyZlWpqm7ujJeSlJ+bRJuftPL87Xd3FSVZJkwMiPkk4bLnD/a3ZYOx2f/Gf6P9sv275Uni02aJStN2+aru3WScPa5QvcZnGVpU46t55/nt06LddIl/wnr/1rSiYlaZik7mbNctBD/8l9r43K8L2bZqMkxQnD88zoYtbqvE42mueVhULqpOnaiz9dQN0Wa2TteZYVsnZabZBUT/o8I0YV06VVaU8/AAAAAAAsT7XT4cjLctz7P8vNYy/OxQ9vmpv3azFfq6ovP8uMpMbL1xUj30+/FNPof1brt1fWvGW2TiHPjhqa0dm0xgw5xUzNgCGvfqv+V97sN3ni7fXT4+we6fnYI7n+9UdyfY9ZI5L99PRLcvkFB2WjuW6iT3mrZ3q81XOh/W34yZTMSLJy5YzMKBZTZ6O1Fnm+p0wc/Y3rC3XqpkGSyfMsXzFrpcEiBnUrZnxGD/1y4X2vulqazBMCLF9nr9w36Pl0OPvc3Hxnn9z2bp/cdnVSSJNs9rPTctP1p2eLRY7EVpG3Hzw/Z55/TZ4eMSepWrtF5xzUcZe8PuLJGm0r3i6mzq5NFniuCrVq3lMvThyfF4vFuaYHnqd97bppUPj+34evu2GbdC4U8u7QUZmQLgv9nk19/vzsf/GHOf7pl2pMJ700yup1yikX/yoX7HBVHuozNKd27rjIbb7Maxnwzi75zZldcvmVZ+Tsa7bL305b9HZzK6RB2h51SS569OGc9ORNeWLQkSU/1TNAqTMSIADfCVVjXshfv1y6qYDLi5ul5TqFFD96KwOyRtqusbRjjpen1carpjqf551RlSlOHZc3xhezUstGNaaXnTVtcPL88H+lmHEZNiopb9wgLRcwbF4hK2T1+bNws305zxuh1dMr8tiACXlgnp+eb0/PJ0mqP/+yxkh3Vf/5bL62DwyYkJ7/nHUDYdL0mQvdd1mjzXL9+Rvn501rpXxGVV599+Ncec9r2eP0Xtn9shfzxn+qFnXCFt536mX9Jgu42FulThoWkmLlnL4LhRbZukOtVE2flH7vzoqBfvTauAzKCtl3mw0W0HedNKy/+LVs3GjBH8A6a9ZJMVWZaiRAAAAAAOBbKiu0zFFHnpj1k7ze58I8MnLO/e5CoxZpVpZ8/t4rGfjFnG2KX4zKn5/9y/++2G+pbMUtsutm62bqp9flpsc+qrFuyhu3544xS39v+WsNNz4g1/313Xw8fXLeee2R3HbeidlxwzF55OqDc8DpT+TTudq2Pe35VBSLKS7kZ3ivg2aFsWrVTu1CIRXDP17kaHQN1lj/G9cXK6Znyje2WLhCmmT91gufMrk4Y3qmFOd/XlLeuFvOvOPVjJo5PR8MfjJ/uuH07N+ukDcePCP77HZ1hixivx8+fHR2OOCq/LPlr9PziYEZNXlypkwvpuKDfrnltB/O07pO6rQrpOLJ8Ys1cl9hjSbZ9htCfgs7plJVMeWbh2Asq7PgwSG+Nuj12zM+43PxziulUCjM/qm17gHpXSzmrQu3TqFQyKYX9Vuseupu2CE/LRQyvXLxhoZcJXvldy/2yqW/vTq37Fonz51+Qm4atOSfTyHrp3WXupmZQZmxeIMQAvBfZCRAAL4bigsPqy3KGqv/OB3qJMMmvJzK8p3ScQlGiZtXndaN8qNMycB/jk3FjAl5Kck+80zzW2i0VrqsNibvjJiYkRPrpN/kYpp3WysNl3qvc+2/zUZ56rhNFzkN79e3UFp12yp37t10qfdX1nDjHH36xjl65uf5cOQH+ceQCekzYHIGfjwhp175Sm6/bNv5RuJbHNX5POM+KabdvG+wTfo8o4tJWb0Vaxxjq23WyoavfpinBo3KYRvXy98HzswKjddLt3W//Vtj706YkqTxfMvHjqtIISukyRIECgEAAAAAFqZWqyNz6Q+fzEF/H5Lrbn8wHXsckPXLkrJC++zapUXu//tfcuJZw7LTxlumSdXovPD+C5na7KfpNr533l3exS+R2ulw0GU58P3D8sBTe+et17fLThusky8++mseH7tymqxSSKYtXeCrOoPzh5+cnvsrfpa/PHNUmtZpkI232isbb7VXjrz4yFzVcctcf+ugDL9lt2y2zvrpsFZ5XruzTwb02D5d58ldTXvx/LQ66vl0PeUP6XlCxxQaN0uHTcrz9yeGZkwy3yhtA67eKoc83CLn3XV/ftasdbYtFNLvuX759KB95puudeQrj+bFYjGHb9AsS6NZqx0yNQ/l1QFT0n29mkMHFocNTt+qOUHKYqbk8bP2zdV/aZ9Lh16TrnXqpMUmu6TFJrvkoBPPyV5Hrpej7uyX4R8W0369Bd9TL2Z8+j7UK1/miFx7Z4/sPs+9+/Gjak5fW5ZW2XTHlfKfQX3y/ohzssU8UwL/5x9903uukf8K666fTcvK0uvhfhlywfxTAk/v3zc9q6rStH2zkhr1cl5VM/rm9Ho75KGVL8yjU87NFvOs//q87Njxm49z7U3OzdVXzv97pHrKoNx/2f0Zt/PxOWu75lmxZZNZ+/28b87d+9w8U3l4Hn3hqMz7VGjyoBfTu1hM9yZNFus4VknHbNK6bgpZP0dedlnueuq0XHHMNfnhgNMXOJ3zwhQzPqOHzMgK6ZDaC59RGID/ESMBAvCd8MkXY1OW1une/NScugQ/v2l7fa7cYsMUMy7vffpFVqnfJot3ibNghVXWzuZNChk9ZlL+MXJaylIvm7WpeeVSyHrZpE15KqdMyVtvTsyglOdHbX7w7U7AmvWzfnkyc9iEvLOAkem+eOP5bHtqrxzz8IhZNTSul45JRr71UcYtoLt/PdY7257eK1e/MnGBuytmUp69tXf2O/Xp9JuRZIV6Wa/lJtl73x1yw1U75jfrF1L9+Wd5f8LS3qipyDuj5n/jrGLU5LydZP2mDWtMeVy2dtPs2LCQj4eMzdCRo/O3ScV02brlMglWTv/X5EyaZ1kxH2bYqKSsrF6afYvQKAAAAADA3NoceFmOW7ksn02+Ir99+J+zl298wN15YN/D0rXO6Dzx1u3pOXxCNv3R3en9q72z9nKsd2mV1W2fMy56JJds1jV1pj6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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "更多内容可以参考相关教程资料： </br>\n",
    "https://blog.csdn.net/rangzh/article/details/112477135 </br>\n",
    "https://zhuanlan.zhihu.com/p/296558469 </br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.5 Pytorch的安装与测试"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pytorch 安装建议从[官方地址](https://pytorch.org/get-started/locally/)直接进行下载\n",
    "\n",
    "需要注意的是当前系统的类型，以及安装所要求的对应**CUDA版本号**"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![1660659809691.jpg](attachment:1660659809691.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "安装成功测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.6 mujoco 及 mujoco_py 的安装"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Ubuntu**环境下，安装 mujuco_210 </br>\n",
    "\n",
    "**Ubuntu** 下的安装参考资料： </br>\n",
    "https://zhuanlan.zhihu.com/p/486957504 </br>\n",
    "https://zhuanlan.zhihu.com/p/434073300 </br>\n",
    "\n",
    "**Windows**环境下，安装 mujuco_150 </br>\n",
    "\n",
    "**Winodws** 下的安装参考资料： </br>\n",
    "https://zhuanlan.zhihu.com/p/502112539 </br>\n",
    "https://zhuanlan.zhihu.com/p/478740170 </br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "安装成功测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.  0.  1.4 1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.\n",
      " 0.  0.  0.  0.  0.  0.  0.  0.  0.  0. ]\n",
      "[-1.27161562e-06  8.11077220e-22  1.39996033e+00  1.00000000e+00\n",
      " -3.03194099e-22  5.72581843e-06  4.82416781e-21  4.24327899e-21\n",
      "  7.56543337e-06 -2.67335148e-21 -5.48340066e-07  1.11131854e-05\n",
      " -1.31327715e-04 -3.02014428e-04 -3.07930146e-04  1.38935774e-05\n",
      " -5.48340066e-07  1.11131854e-05 -1.31327715e-04 -3.02014428e-04\n",
      " -3.07930146e-04 -1.38935774e-05 -8.12365751e-06  9.97029984e-06\n",
      " -2.12264641e-06  8.12365751e-06 -9.97029984e-06 -2.12264641e-06]\n"
     ]
    }
   ],
   "source": [
    "import mujoco_py\n",
    "import os\n",
    "mj_path = mujoco_py.utils.discover_mujoco()\n",
    "# windows\n",
    "xml_path = os.path.join(mj_path[0], 'model', 'humanoid.xml')\n",
    "# linux\n",
    "# xml_path = os.path.join(mj_path, 'model', 'humanoid.xml')\n",
    "model = mujoco_py.load_model_from_path(xml_path)\n",
    "sim = mujoco_py.MjSim(model)\n",
    "\n",
    "print(sim.data.qpos)\n",
    "\n",
    "sim.step()\n",
    "print(sim.data.qpos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.7 OpenAI gym安装与测试"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 创建gym文件夹 </br>\n",
    "    mkdir gym </br>\n",
    "    cd gym</br>\n",
    "\n",
    "\n",
    "2. 克隆到gym文件夹 </br>\n",
    "git clone https://github.com/openai/gym.git </br>\n",
    "\n",
    "\n",
    "3. 进入gym源码文件夹，安装一系列包 </br>\n",
    "pip install gym[atari] </br>\n",
    "\n",
    "\n",
    "4. 或者直接通过pip进行安装 </br>\n",
    "pip install gym</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "测试成功测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep:  0 | Ep_r:  1.0\n",
      "Ep:  1 | Ep_r:  1.0\n",
      "Ep:  2 | Ep_r:  1.0\n",
      "Ep:  3 | Ep_r:  1.0\n",
      "Ep:  4 | Ep_r:  1.0\n",
      "Ep:  5 | Ep_r:  1.0\n",
      "Ep:  6 | Ep_r:  1.0\n",
      "Ep:  7 | Ep_r:  1.0\n",
      "Ep:  8 | Ep_r:  1.0\n",
      "Ep:  9 | Ep_r:  1.0\n",
      "Ep:  10 | Ep_r:  1.0\n",
      "Ep:  11 | Ep_r:  1.0\n",
      "Ep:  12 | Ep_r:  1.0\n",
      "Ep:  13 | Ep_r:  1.0\n",
      "Ep:  14 | Ep_r:  1.0\n",
      "Ep:  15 | Ep_r:  1.0\n",
      "Ep:  16 | Ep_r:  1.0\n",
      "Ep:  17 | Ep_r:  1.0\n",
      "Ep:  18 | Ep_r:  1.0\n",
      "Ep:  19 | Ep_r:  1.0\n",
      "Ep:  20 | Ep_r:  1.0\n",
      "Ep:  21 | Ep_r:  1.0\n",
      "Ep:  22 | Ep_r:  1.0\n",
      "Ep:  23 | Ep_r:  1.0\n",
      "Ep:  24 | Ep_r:  1.0\n",
      "Ep:  25 | Ep_r:  1.0\n",
      "Ep:  26 | Ep_r:  1.0\n",
      "Ep:  27 | Ep_r:  1.0\n",
      "Ep:  28 | Ep_r:  1.0\n",
      "Ep:  29 | Ep_r:  1.0\n",
      "Ep:  30 | Ep_r:  1.0\n",
      "Ep:  31 | Ep_r:  1.0\n",
      "Ep:  32 | Ep_r:  1.0\n",
      "Ep:  33 | Ep_r:  1.0\n",
      "Ep:  34 | Ep_r:  1.0\n",
      "Ep:  35 | Ep_r:  1.0\n",
      "Ep:  36 | Ep_r:  1.0\n",
      "Ep:  37 | Ep_r:  1.0\n",
      "Ep:  38 | Ep_r:  1.0\n",
      "Ep:  39 | Ep_r:  1.0\n",
      "Ep:  40 | Ep_r:  1.0\n",
      "Ep:  41 | Ep_r:  1.0\n",
      "Ep:  42 | Ep_r:  1.0\n",
      "Ep:  43 | Ep_r:  1.0\n",
      "Ep:  44 | Ep_r:  1.0\n",
      "Ep:  45 | Ep_r:  1.0\n",
      "Ep:  46 | Ep_r:  1.0\n",
      "Ep:  47 | Ep_r:  1.0\n",
      "Ep:  48 | Ep_r:  1.0\n",
      "Ep:  49 | Ep_r:  1.0\n",
      "Ep:  50 | Ep_r:  1.0\n",
      "Ep:  51 | Ep_r:  1.0\n",
      "Ep:  52 | Ep_r:  1.0\n",
      "Ep:  53 | Ep_r:  1.0\n",
      "Ep:  54 | Ep_r:  1.0\n",
      "Ep:  55 | Ep_r:  1.0\n",
      "Ep:  56 | Ep_r:  1.0\n",
      "Ep:  57 | Ep_r:  1.0\n",
      "Ep:  58 | Ep_r:  1.0\n",
      "Ep:  59 | Ep_r:  1.0\n",
      "Ep:  60 | Ep_r:  1.0\n",
      "Ep:  61 | Ep_r:  1.0\n",
      "Ep:  62 | Ep_r:  1.0\n",
      "Ep:  63 | Ep_r:  1.0\n",
      "Ep:  64 | Ep_r:  1.0\n",
      "Ep:  65 | Ep_r:  1.0\n",
      "Ep:  66 | Ep_r:  1.0\n",
      "Ep:  67 | Ep_r:  1.0\n",
      "Ep:  68 | Ep_r:  1.0\n",
      "Ep:  69 | Ep_r:  1.0\n",
      "Ep:  70 | Ep_r:  1.0\n",
      "Ep:  71 | Ep_r:  1.0\n",
      "Ep:  72 | Ep_r:  1.0\n",
      "Ep:  73 | Ep_r:  1.0\n",
      "Ep:  74 | Ep_r:  1.0\n",
      "Ep:  75 | Ep_r:  1.0\n",
      "Ep:  76 | Ep_r:  1.0\n",
      "Ep:  77 | Ep_r:  1.0\n",
      "Ep:  78 | Ep_r:  1.0\n",
      "Ep:  79 | Ep_r:  1.0\n",
      "Ep:  80 | Ep_r:  1.0\n",
      "Ep:  81 | Ep_r:  1.0\n",
      "Ep:  82 | Ep_r:  1.0\n",
      "Ep:  83 | Ep_r:  1.0\n",
      "Ep:  84 | Ep_r:  1.0\n",
      "Ep:  85 | Ep_r:  1.0\n",
      "Ep:  86 | Ep_r:  1.0\n",
      "Ep:  87 | Ep_r:  1.0\n",
      "Ep:  88 | Ep_r:  1.0\n",
      "Ep:  89 | Ep_r:  1.0\n",
      "Ep:  90 | Ep_r:  1.0\n",
      "Ep:  91 | Ep_r:  1.0\n",
      "Ep:  92 | Ep_r:  1.0\n",
      "Ep:  93 | Ep_r:  1.0\n",
      "Ep:  94 | Ep_r:  1.0\n",
      "Ep:  95 | Ep_r:  1.0\n",
      "Ep:  96 | Ep_r:  1.0\n",
      "Ep:  97 | Ep_r:  1.0\n",
      "Ep:  98 | Ep_r:  1.0\n",
      "Ep:  99 | Ep_r:  1.0\n"
     ]
    }
   ],
   "source": [
    "import gym\n",
    "env = gym.make(\"CartPole-v1\")\n",
    "observation = env.reset()\n",
    "\n",
    "for _ in range(100):\n",
    "    action = env.action_space.sample()\n",
    "    observation, reward, done, info = env.step(action)\n",
    "    print('Ep: ', _,\n",
    "                      '| Ep_r: ', round(reward, 2))\n",
    "    if done:\n",
    "        observation = env.reset()\n",
    "env.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考资料：\n",
    "\n",
    "https://blog.csdn.net/m0_37605642/article/details/111054438\n",
    "\n",
    "https://blog.csdn.net/qq_39429669/article/details/123164223"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.8 问题回答"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.为什么要安装Anaconda，其作用是什么？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0951472c",
   "metadata": {},
   "source": [
    "答：\n",
    "一、安装 Anaconda 的原因：\n",
    "1.简化包管理：在 Python 编程里，常常需要使用众多第三方库，像 NumPy、Pandas、Matplotlib 等。要是手动安装这些库，会遭遇诸多问题，例如版本不兼容、依赖关系复杂等。Anaconda 集成了大量常用的科学计算和数据分析库，能够一次性安装，从而节省时间和精力。\n",
    "2.便于环境管理：不同项目可能依赖不同版本的 Python 或第三方库。借助 Anaconda，你可以创建多个独立的虚拟环境，每个环境拥有自己的 Python 版本和库，这样就能避免不同项目之间的依赖冲突。\n",
    "3.跨平台支持：Anaconda 支持 Windows、Mac OS 和 Linux 等多种操作系统，无论你使用哪种系统，都能方便地安装和使用。\n",
    "二、Anaconda 的作用\n",
    "1.数据科学工具集成：Anaconda 包含了许多数据科学和机器学习领域常用的工具和库，例如 Jupyter Notebook、Spyder 等。Jupyter Notebook 是一个交互式的编程环境，能够让你以笔记的形式编写和运行代码，同时还能添加文本说明、图表等，非常适合进行数据探索和分析。Spyder 则是一个功能强大的 Python 集成开发环境（IDE），具备代码编辑、调试、分析等功能。\n",
    "2.社区支持丰富：Anaconda 拥有庞大的用户社区，你在使用过程中遇到的问题通常能在社区中找到解决方案。此外，社区还会分享很多有用的教程、代码示例和项目经验，有助于你学习和提升技能。\n",
    "3.方便部署和分享：当你完成一个项目后，可使用 Anaconda 将项目环境打包，方便在其他机器上部署和分享。其他人只需安装 Anaconda 并导入你提供的环境文件，就能快速搭建相同的开发环境。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.Gym是一个什么软件?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "答：Gym 管理软件是专门为健身行业设计的数字化解决方案，旨在帮助健身房、健身俱乐部及相关机构高效管理日常运营、优化会员体验并提升商业效益。这类软件整合了多种核心功能，涵盖会员管理、课程调度、支付处理、数据统计、营销推广等全流程，适用于传统线下健身房、瑜伽工作室、私教机构以及线上健身平台等多种场景。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.Mujoco是一个什么软件？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "答：MuJoCo（Multi-Joint Dynamics with Contact） 是一个高效的多体动力学仿真引擎，专为机器人学、生物力学、动画和强化学习（RL）设计。它由斯坦福大学开发，后被 Google 收购，以高精度物理模拟和计算效率著称，广泛用于科研（如机器人控制算法开发）、工业（如机械设计优化）和 AI（如强化学习环境构建）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. k臂赌博机实验"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 实验目的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多臂老虎机是一个无状态且只有一步的决策问题，相比于强化学习通常要面对的序列决策问题来说比较简单，适合于作为大家能够较为容易上手的第一个强化学习程序设计训练，不过虽然这个问题中没有状态信息且没有连续决策的要求，但是我们仍然可以通过该实验体验到强化学习中一对重要的概念——探索与利用，当我们已经掌握了一个还不错的策略，我们一方面希望多多加以利用，但同时我们仍然希望能够探索一些新的可能找到更好的策略，在本实验中，我们可以通过调节参数来改变探索和利用的比例，并观察不同设置下算法的表现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 实验内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "class BernoulliBandit:\n",
    "    \"\"\" 伯努利多臂老虎机,输入K表示拉杆个数 \"\"\"\n",
    "    def __init__(self, K):\n",
    "        self.probs = np.random.uniform(size=K)  # 随机生成K个0～1的数,作为拉动每根拉杆的获奖\n",
    "        # 概率\n",
    "        self.best_idx = np.argmax(self.probs)  # 获奖概率最大的拉杆\n",
    "        self.best_prob = self.probs[self.best_idx]  # 最大的获奖概率\n",
    "        self.K = K #拉杆数量\n",
    "\n",
    "    def step(self, k):\n",
    "        # 当玩家选择了k号拉杆后,根据拉动该老虎机的k号拉杆获得奖励的概率返回1（获奖）或0（未\n",
    "        # 获奖）\n",
    "        if np.random.rand() < self.probs[k]:\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "\n",
    "\n",
    "np.random.seed(1)  # 设定随机种子,使实验具有可重复性\n",
    "K = 10\n",
    "bandit_10_arm = BernoulliBandit(K)\n",
    "print(\"随机生成了一个%d臂伯努利老虎机\" % K)\n",
    "print(\"获奖概率最大的拉杆为%d号,其获奖概率为%.4f\" %\n",
    "      (bandit_10_arm.best_idx, bandit_10_arm.best_prob))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据策略选择动作、根据动作获取奖励、更新期望奖励估值、更新累积懊悔和计数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Solver:\n",
    "    \"\"\" 多臂老虎机算法基本框架 \"\"\"\n",
    "    def __init__(self, bandit):\n",
    "        self.bandit = bandit\n",
    "        self.counts = np.zeros(self.bandit.K)  # 每根拉杆的尝试次数\n",
    "        self.regret = 0.  # 当前步的累积懊悔\n",
    "        self.actions = []  # 维护一个列表,记录每一步的动作\n",
    "        self.regrets = []  # 维护一个列表,记录每一步的累积懊悔\n",
    "\n",
    "    def update_regret(self, k):\n",
    "        # 计算累积懊悔并保存,k为本次动作选择的拉杆的编号\n",
    "        self.regret += self.bandit.best_prob - self.bandit.probs[k]\n",
    "        self.regrets.append(self.regret)\n",
    "\n",
    "    def run_one_step(self):\n",
    "        # 返回当前动作选择哪一根拉杆,由每个具体的策略实现\n",
    "        raise NotImplementedError\n",
    "\n",
    "    def run(self, num_steps):\n",
    "        # 运行一定次数,num_steps为总运行次数\n",
    "        for _ in range(num_steps):\n",
    "            k = self.run_one_step()\n",
    "            self.counts[k] += 1\n",
    "            self.actions.append(k)\n",
    "            self.update_regret(k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**探索与利用的平衡**\n",
    "\n",
    "在上面的算法框架中，还没有一个策略告诉我们应该采取哪个动作，即拉动哪根拉杆，所以接下来我们将学习如何设计一个策略。例如，一个最简单的策略就是一直采取第一个动作，但这就非常依赖运气的好坏。如果运气绝佳，可能拉动的刚好是能获得最大期望奖励的拉杆，即最优拉杆；但如果运气很糟糕，获得的就有可能是最小的期望奖励。在多臂老虎机问题中，一个经典的问题就是**探索与利用**的平衡问题。\n",
    "\n",
    "**探索（exploration）** 是指尝试拉动更多可能的拉杆，这根拉杆不一定会获得最大的奖励，但这种方案能够摸清楚所有拉杆的获奖情况。例如，对于一个 10 臂老虎机，我们要把所有的拉杆都拉动一下才知道哪根拉杆可能获得最大的奖励。\n",
    "\n",
    "**利用（exploitation）** 是指拉动已知期望奖励最大的那根拉杆，由于已知的信息仅仅来自有限次的交互观测，所以当前的最优拉杆不一定是全局最优的。例如，对于一个 10 臂老虎机，我们只拉动过其中 3 根拉杆，接下来就一直拉动这 3 根拉杆中期望奖励最大的那根拉杆，但很有可能期望奖励最大的拉杆在剩下的 7 根当中，即使我们对 10 根拉杆各自都尝试了 20 次，发现 5 号拉杆的经验期望奖励是最高的，但仍然存在着微小的概率—另一根 6 号拉杆的真实期望奖励是比 5 号拉杆更高的。\n",
    "\n",
    "于是在多臂老虎机问题中，设计策略时就需要平衡探索和利用的次数，使得累积奖励最大化。一个比较常用的思路是在开始时做比较多的探索，在对每根拉杆都有比较准确的估计后，再进行利用。目前已有一些比较经典的算法来解决这个问题，例如ϵ-贪婪算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class EpsilonGreedy(Solver):\n",
    "    \"\"\" epsilon贪婪算法,继承Solver类 \"\"\"\n",
    "    def __init__(self, bandit, epsilon=0.01, init_prob=1.0):\n",
    "        super(EpsilonGreedy, self).__init__(bandit)\n",
    "        self.epsilon = epsilon\n",
    "        #初始化拉动所有拉杆的期望奖励估值\n",
    "        self.estimates = np.array([init_prob] * self.bandit.K)\n",
    "\n",
    "    def run_one_step(self):\n",
    "        if np.random.random() < self.epsilon: # 随机选择一根拉杆\n",
    "            k = np.random.randint(0, self.bandit.K)\n",
    "        else: # 选择期望奖励估值最大的拉杆,如通过 np.argmax()方法来获得\n",
    "            #TODO\n",
    "            \n",
    "        r = self.bandit.step(k)  # 得到本次动作的奖励\n",
    "        self.estimates[k] += 1. / (self.counts[k] + 1) * (r -self.estimates[k])\n",
    "        return k"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了更加直观地展示，可以把每一时间步的累积函数绘制出来。于是我们定义了以下绘图函数，方便之后调用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_results(solvers, solver_names):\n",
    "    \"\"\"生成累积懊悔随时间变化的图像。输入solvers是一个列表,列表中的每个元素是一种特定的策略。\n",
    "    而solver_names也是一个列表,存储每个策略的名称\"\"\"\n",
    "    for idx, solver in enumerate(solvers):\n",
    "        time_list = range(len(solver.regrets))\n",
    "        plt.plot(time_list, solver.regrets, label=solver_names[idx])\n",
    "    plt.xlabel('Time steps')\n",
    "    plt.ylabel('Cumulative regrets')\n",
    "    plt.title('%d-armed bandit' % solvers[0].bandit.K)\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "np.random.seed(1)\n",
    "epsilon_greedy_solver = EpsilonGreedy(bandit_10_arm, epsilon=0.01)\n",
    "epsilon_greedy_solver.run(5000)\n",
    "print('epsilon-贪婪算法的累积懊悔为：', epsilon_greedy_solver.regret)\n",
    "plot_results([epsilon_greedy_solver], [\"EpsilonGreedy\"])\n",
    "\n",
    "# epsilon-贪婪算法的累积懊悔为：25.526630933945313"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 回答问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 对比多个不同ε下，智能体的表现结果，并画出相应的结果。如下图示例："
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "你的代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 定义伯努利多臂老虎机\n",
    "class BernoulliBandit:\n",
    "    def __init__(self, K):\n",
    "        self.probs = np.random.uniform(size=K)  # 各臂获奖概率\n",
    "        self.best_idx = np.argmax(self.probs)  # 最优臂索引\n",
    "        self.best_prob = self.probs[self.best_idx]  # 最优臂概率\n",
    "        self.K = K  # 臂数量\n",
    "\n",
    "    def step(self, k):\n",
    "        return 1 if np.random.rand() < self.probs[k] else 0  # 根据概率返回奖励\n",
    "\n",
    "# 定义ε-贪婪算法\n",
    "class EpsilonGreedy:\n",
    "    def __init__(self, bandit, epsilon, init_prob=1.0):\n",
    "        self.bandit = bandit\n",
    "        self.epsilon = epsilon\n",
    "        self.estimates = np.array([init_prob] * bandit.K)  # 各臂奖励估计值\n",
    "        self.counts = np.zeros(bandit.K)  # 各臂尝试次数\n",
    "        self.regret = 0.0  # 累积懊悔\n",
    "        self.regrets = [0]  # 记录每一步懊悔\n",
    "\n",
    "    def update_regret(self, k):\n",
    "        self.regret += self.bandit.best_prob - self.bandit.probs[k]\n",
    "        self.regrets.append(self.regret)\n",
    "\n",
    "    def run_one_step(self):\n",
    "        if np.random.random() < self.epsilon:  # 探索\n",
    "            k = np.random.randint(0, self.bandit.K)\n",
    "        else:  # 利用\n",
    "            k = np.argmax(self.estimates)\n",
    "        r = self.bandit.step(k)\n",
    "        self.counts[k] += 1\n",
    "        # 更新奖励估计值\n",
    "        self.estimates[k] += 1.0 / self.counts[k] * (r - self.estimates[k])\n",
    "        self.update_regret(k)\n",
    "        return k\n",
    "\n",
    "# 模拟不同ε值的表现\n",
    "def simulate(epsilons, num_steps, K=10):\n",
    "    bandit = BernoulliBandit(K)\n",
    "    results = {}\n",
    "    for epsilon in epsilons:\n",
    "        agent = EpsilonGreedy(bandit, epsilon)\n",
    "        for _ in range(num_steps):\n",
    "            agent.run_one_step()\n",
    "        results[epsilon] = agent.regrets\n",
    "    return results\n",
    "\n",
    "# 运行与绘图\n",
    "if __name__ == \"__main__\":\n",
    "    epsilons = [0.0001, 0.01, 0.1, 0.25, 0.5]\n",
    "    num_steps = 5000\n",
    "    results = simulate(epsilons, num_steps)\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    for epsilon, regrets in results.items():\n",
    "        label = f'epsilon={epsilon}'\n",
    "        plt.plot(range(len(regrets)), regrets, label=label, linewidth=2)\n",
    "\n",
    "    plt.xlabel('Time steps', fontsize=12)\n",
    "    plt.ylabel('Cumulative regrets', fontsize=12)\n",
    "    plt.title('10-armed bandit', fontsize=14)\n",
    "    plt.legend(fontsize=12)\n",
    "    plt.grid(alpha=0.3)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 通过实验结果可以发现，基本上无论 ϵ 取值多少，累积懊悔都是线性增长的。在这个例子中，随着 ϵ 的增大，累积懊悔增长的速率也会增大。\n",
    "\n",
    "为什么会出现这种现象？请给出你的看法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "471dedec",
   "metadata": {},
   "source": [
    "2. 通过实验结果可以发现，基本上无论 ϵ 取值多少，累积懊悔都是线性增长的。在这个例子中，随着 ϵ 的增大，累积懊悔增长的速率也会增大。\n",
    "\n",
    "为什么会出现这种现象？请给出你的看法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "107ad6a2",
   "metadata": {},
   "source": [
    "答：1. 累积懊悔线性增长的原因固定的懊悔产生机制：每一步做出非最优选择时，都会产生一个固定的懊悔值，该值等于最优臂的期望奖励减去当前所选臂的期望奖励。因为每一步产生的懊悔值相对稳定，所以随着时间步数的增加，累积懊悔就是每一步懊悔值的累加，自然呈现出线性增长的态势。例如，若每一步的懊悔值固定为 r，那么经过 n 步后，累积懊悔 \\(R = n\\times r\\)，这显然是一个线性关系。无长期策略调整：在 ε - 贪婪算法里，并没有根据过去的经验对策略进行长期的、动态的调整。每一步的决策仅仅依赖于当前的 ε 值以及各臂奖励的估计值，不会因为之前累积的懊悔情况而改变探索和利用的比例。所以，累积懊悔会随着时间均匀地增加，表现为线性增长。2. ε 增大导致累积懊悔增长速率增大的原因探索频率增加：ε 代表的是探索的概率。当 ε 增大时，智能体更倾向于随机选择臂，也就是进行探索。探索意味着有更大的可能性选择到非最优臂。每次选择非最优臂都会产生懊悔，所以探索频率的增加会使得每一步产生懊悔的可能性增大，进而导致累积懊悔增长得更快。利用最优臂机会减少：随着 ε 的增大，智能体用于利用当前最优估计臂的概率就会相应减少。即使已经找到了相对较好的臂，由于高频率的探索，也会频繁地放弃这个最优臂去尝试其他臂，从而增加了非最优选择的次数，累积懊悔的增长速率也就随之增大。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. 如何有效地调整ϵ，从而减缓这种现象的发生呢？请给出你的解决方案。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c25d393",
   "metadata": {},
   "source": [
    "答：1. 衰减式 ϵ 策略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ca32682",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解决方案代码如下\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 定义伯努利多臂老虎机\n",
    "class BernoulliBandit:\n",
    "    def __init__(self, K):\n",
    "        self.probs = np.random.uniform(size=K)\n",
    "        self.best_idx = np.argmax(self.probs)\n",
    "        self.best_prob = self.probs[self.best_idx]\n",
    "        self.K = K\n",
    "\n",
    "    def step(self, k):\n",
    "        return 1 if np.random.rand() < self.probs[k] else 0\n",
    "\n",
    "# 定义 ε-贪婪算法（含 ε 衰减）\n",
    "class EpsilonGreedy:\n",
    "    def __init__(self, bandit, initial_epsilon, decay_rate, min_epsilon=0.01):\n",
    "        self.bandit = bandit\n",
    "        self.epsilon = initial_epsilon\n",
    "        self.decay_rate = decay_rate\n",
    "        self.min_epsilon = min_epsilon\n",
    "        self.estimates = np.zeros(bandit.K)\n",
    "        self.counts = np.zeros(bandit.K)\n",
    "        self.regret = 0.0\n",
    "        self.regrets = [0]\n",
    "\n",
    "    def update_regret(self, k):\n",
    "        self.regret += self.bandit.best_prob - self.bandit.probs[k]\n",
    "        self.regrets.append(self.regret)\n",
    "\n",
    "    def run_one_step(self):\n",
    "        if np.random.random() < self.epsilon:\n",
    "            k = np.random.randint(0, self.bandit.K)\n",
    "        else:\n",
    "            k = np.argmax(self.estimates)\n",
    "        r = self.bandit.step(k)\n",
    "        self.counts[k] += 1\n",
    "        self.estimates[k] += 1.0 / self.counts[k] * (r - self.estimates[k])\n",
    "        self.update_regret(k)\n",
    "        # 衰减 ε\n",
    "        self.epsilon = max(self.epsilon * self.decay_rate, self.min_epsilon)\n",
    "        return k\n",
    "\n",
    "# 模拟不同 ε 值的表现\n",
    "def simulate(initial_epsilon, decay_rate, num_steps, K=10):\n",
    "    bandit = BernoulliBandit(K)\n",
    "    agent = EpsilonGreedy(bandit, initial_epsilon, decay_rate)\n",
    "    for _ in range(num_steps):\n",
    "        agent.run_one_step()\n",
    "    return agent.regrets\n",
    "\n",
    "# 运行与绘图\n",
    "if __name__ == \"__main__\":\n",
    "    initial_epsilon = 0.5\n",
    "    decay_rate = 0.999\n",
    "    num_steps = 5000\n",
    "    regrets = simulate(initial_epsilon, decay_rate, num_steps)\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(range(len(regrets)), regrets, label=f'epsilon decay (init={initial_epsilon}, decay={decay_rate})', linewidth=2)\n",
    "\n",
    "    plt.xlabel('Time steps', fontsize=12)\n",
    "    plt.ylabel('Cumulative regrets', fontsize=12)\n",
    "    plt.title('10 - armed bandit with epsilon decay', fontsize=14)\n",
    "    plt.legend(fontsize=12)\n",
    "    plt.grid(alpha=0.3)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. 本次实验的心得体会"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7afa696c",
   "metadata": {},
   "source": [
    "                            心得体会\n",
    "1. 环境配置的重要性与挑战\n",
    "实验中，我首次系统地安装了 Anaconda、PyTorch、Mujoco 等工具链。在配置过程中遇到了依赖冲突、版本兼容等问题（如 Windows 系统下 Mujoco 的安装异常），通过查阅文档和社区资源（如1-56）逐步解决。这让我意识到：\n",
    "环境一致性对实验复现至关重要，需严格遵循文档要求的 Python 版本和库版本（如1-11中 Python 3.7 的指定）。\n",
    "跨平台差异显著，Linux/MacOS 的兼容性优于 Windows（如 [1-13] 提到的 Windows 潜在 bug）。\n",
    "虚拟环境管理（conda 命令）是隔离项目依赖的高效工具（如 [1-19]~[1-22] 的创建 / 激活命令）。\n",
    "2. 多臂老虎机问题的核心矛盾：探索与利用\n",
    "通过实现 epsilon - 贪婪算法，我深刻体会到 “探索” 与 “利用” 的平衡对智能体性能的影响：\n",
    "探索（随机选择臂）帮助发现全局最优解，但会牺牲即时奖励（如 [1-95] 所述）。\n",
    "利用（选择当前最优估计臂）最大化已知收益，但可能陷入局部最优（如 [1-96] 所述）。\n",
    "epsilon 参数直接控制两者的比例：epsilon 越大，探索越多，累积懊悔增长越快（如 [1-108] 的实验结果）。这验证了强化学习中 “短期损失换长期收益” 的核心思想。\n",
    "3. 算法调优与实验分析的收获\n",
    "参数敏感性：不同 epsilon 值的实验对比（如 [1-104] 的绘图任务）直观展示了参数对结果的影响，强调了超参数调优的必要性。\n",
    "代码模块化：通过继承 Solver 基类（如 [1-92]），实现算法框架与具体策略的解耦，提升了代码复用性。\n",
    "可视化的重要性：累积懊悔曲线（如 [1-102] 的 plot_results 函数）帮助快速诊断算法性能，比单纯看数值更直观。\n",
    "4. 对强化学习的认识提升\n",
    "无状态问题的简化：多臂老虎机虽无状态转移，但已涵盖 RL 的核心要素（策略、奖励、探索），为理解序列决策问题（如后续的 Mujoco 机器人控制）奠定了基础。\n",
    "理论与实践的结合：通过代码实现理论算法（如 epsilon - 贪婪），加深了对算法原理的理解（如懊悔的累积机制）。\n",
    "未来方向的启发：实验中遇到的线性懊悔增长问题，引导我思考更高效的探索策略（如 UCB、Thompson 采样），为后续研究提供了方向。\n",
    "总结\n",
    "本次实验是强化学习的入门基石，不仅锻炼了环境配置与代码实现能力，更通过多臂老虎机问题触及了 RL 的核心矛盾。未来需进一步探索更复杂的环境（如 [1-50]~[1-59] 的 Mujoco 仿真）和高级算法（如策略梯度、Q-learning），深化对 RL 的理解。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 提交形式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 提交notebook**原始文件**， 即以.ipynb为结尾的文件\n",
    "\n",
    "* 本次实验notebook的**pdf**\n",
    "\n",
    "\n",
    "* pdf转换方法：\n",
    "    1. 在当前页面浏览器右上角选择“打印...”\n",
    "    2. 目标打印机选择“另存为PDF”，布局选择“纵向”。然后查看预览效果，主要查看是否有代码内容显示不全，若无，则按“打印”即可，否则，继续选择下面的“缩放”，直到预览的结果满意为止，最后点击“打印”即可。\n",
    "    \n",
    "    \n",
    "如下图所示"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
